Instructions to use Fatin757/biencoder-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Fatin757/biencoder-v2 with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("Fatin757/biencoder-v2")

sentences = [
    "Engineering Services. Executive Senior Manager (Managering Procurement). The Senior Engineer (Engineering Procurement) is responsible for managing procurement operations for the organisation's projects. He/She ensures adherence to quality standards in all procurement activities and processes, and further improves the procurement processes by proposing sourcing strategies and suggesting improvement initiatives to enhance the organisation's ability for timely delivery on projects. He manages a team of engineers and ensures efficient business operations.He typically comes from an engineering background. He is comfortable engaging and interacting with vendors and other external parties to manage the vendor selection and evaluation processes, as well as vendor relationships and performance. As an experienced worker with both engineering and procurement expertise, he may also be called upon to preparing training materials to develop the team's procurement capabilities.",
    "Senior Engineer (Engineering Procurement)",
    "Senior Nurse Clinician",
    "Hotel and Accommodation Services. Senior Linen Room Attendant / Laundry Valet Attendant. The Linen Room Attendant/Laundry Valet Attendant performs daily assigned duties to support the day-to-day laundry, linen and uniform room operations, ensuring the delivery of clean garments, uniforms, towels and linens to all internal and external customers. He/She collects and delivers guest laundry, performs laundry cleaning, sorts and issues linens and uniforms, and assists in inventory count. He also cleans and maintains laundry equipment and the work area.As part of service delivery, the Linen Room Attendant/Laundry Valet Attendant has to handle guests' requests and respond to their concerns and feedback in a professional and courteous manner. He complies with organisational guidelines and regulations on hygiene and workplace safety and health, and reports safety hazards observed to ensure workplace safety and security.He is a team player with a high level of attentiveness to details and good communication skills to interact with guests and all levels of staff. He works on shifts, including weekends and public holidays. He is physically fit to meet the physical demands of the job which may involve constant standing, walking and lifting of heavy laundry and linen loads during a shift."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

Fatin757 commited on Jun 24, 2025

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